Real-time adaptive neural control of a class of nonlinear systems

被引:4
|
作者
Lizarraga, I [1 ]
Etxebarria, V [1 ]
机构
[1] Univ Basque Country, Fac Ciencias, Dept Elect & Elect, Bilbao 48080, Spain
关键词
adaptive control; neural networks; real-time control; nonlinear systems; robustness;
D O I
10.1016/S0952-1976(98)00049-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An adaptive neural control scheme is tested here by means of real-time control experiments developed for controlling a class of linear and nonlinear systems. The adopted neural control scheme has many stability and convergence properties, which were analyzed from a theoretical point of view in a previous work of the authors. The experimental results presented here extend the scope of the neural control design as it was originally formulated, and demonstrate that it can be used for controlling both linear and nonlinear plants. The experiments also prove that the proposed neural control design performs well, not only in theory, but in real tests as well. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:3 / 19
页数:17
相关论文
共 50 条
  • [1] Real-time Adaptive Control for Nonlinear Stochastic Systems
    罗贵明
    Tsinghua Science and Technology, 1997, (03) : 96 - 98
  • [2] Real-time adaptive control of nonlinear smart structural systems using neural networks
    Damle, R
    Rao, V
    MATHEMATICS AND CONTROL IN SMART STRUCTURES - SMART STRUCTURES AND MATERIALS 1997, 1997, 3039 : 34 - 44
  • [3] Real-Time Modular Deep Neural Network-Based Adaptive Control of Nonlinear Systems
    Le, Duc M.
    Greene, Max L.
    Makumi, Wanjiku A.
    Dixon, Warren E.
    IEEE CONTROL SYSTEMS LETTERS, 2022, 6 : 476 - 481
  • [4] A novel adaptive neural predefined time control for a class of nonlinear systems
    Jiang, Wei
    Wang, Huanqing
    Zhao, Xudong
    ASIAN JOURNAL OF CONTROL, 2024, 26 (05) : 2441 - 2450
  • [5] Adaptive Neural Control Design For a Class of Nonlinear Time-delay Systems
    FENG Ling-ling
    ZHANG Wei
    科技视界, 2014, (35) : 223+269 - 223
  • [6] Adaptive neural finite-time control for a class of switched nonlinear systems
    Cai, Mingjie
    Xiang, Zhengrong
    NEUROCOMPUTING, 2015, 155 : 177 - 185
  • [7] Adaptive Neural Control for a Class of Outputs Time-Delay Nonlinear Systems
    Wang, Ruliang
    Li, Jie
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2012, 2012
  • [8] Adaptive neural control for a class of output feedback time delay nonlinear systems
    Zhu, Qing
    Zhang, Tianping
    Fei, Shumin
    Zhang, Kanjian
    Li, Tao
    NEUROCOMPUTING, 2009, 72 (7-9) : 1985 - 1992
  • [9] Prescribed-time adaptive neural feedback control for a class of nonlinear systems
    Liu, Zhiliang
    Lin, Chong
    Shang, Yun
    NEUROCOMPUTING, 2022, 511 : 155 - 162
  • [10] Adaptive neural control for a class of uncertain nonlinear systems with unknown time delay
    Wang, Dan
    Lan, Weiyao
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2009, 19 (07) : 807 - 821